How estimate demand by program, contract and customer are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Estimate demand by program, contract and customer sits inside a larger value-flow — 1 parent structure it composes into. The hierarchy is grounding, not the story: it tells you which aggregate exposure Estimate demand by program, contract and customer inherits.
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Trigger: A new contract award, request for proposal, or scheduled planning cycle initiates the demand estimation.
Outcome: A validated demand plan detailing resource, material, and capacity requirements segmented by program, contract, and customer is published to supply chain teams.